{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "421fda36",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import numpy as np \n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 在ipython中直接显示图像\n",
    "%matplotlib inline\n",
    "\n",
    "# 设置绘图显示中文字体\n",
    "plt.rcParams['font.sans-serif'] = ['Microsoft YaHei']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "f705b82e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>描述</th>\n",
       "      <th>位置信息</th>\n",
       "      <th>区域</th>\n",
       "      <th>总价</th>\n",
       "      <th>单价</th>\n",
       "      <th>面积</th>\n",
       "      <th>建成时间</th>\n",
       "      <th>关注人数</th>\n",
       "      <th>0室0厅</th>\n",
       "      <th>0室1厅</th>\n",
       "      <th>...</th>\n",
       "      <th>西</th>\n",
       "      <th>北</th>\n",
       "      <th>东北</th>\n",
       "      <th>东南</th>\n",
       "      <th>西南</th>\n",
       "      <th>西北</th>\n",
       "      <th>中楼层</th>\n",
       "      <th>低楼层</th>\n",
       "      <th>高楼层</th>\n",
       "      <th>总楼层</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>威兰德装修套三对中庭，客户只给契税</td>\n",
       "      <td>威兰德小镇</td>\n",
       "      <td>双流</td>\n",
       "      <td>91.8</td>\n",
       "      <td>1.06</td>\n",
       "      <td>86.40</td>\n",
       "      <td>2016</td>\n",
       "      <td>135</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>房子清水套三户型方正采光好无遮挡，视野开阔！</td>\n",
       "      <td>南湖逸家二期</td>\n",
       "      <td>双流</td>\n",
       "      <td>128.5</td>\n",
       "      <td>1.94</td>\n",
       "      <td>66.12</td>\n",
       "      <td>2017</td>\n",
       "      <td>40</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>南湖逸家满二精装房，中间楼层，采光良好</td>\n",
       "      <td>南湖逸家二期</td>\n",
       "      <td>双流</td>\n",
       "      <td>153.0</td>\n",
       "      <td>2.08</td>\n",
       "      <td>73.59</td>\n",
       "      <td>2017</td>\n",
       "      <td>58</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>佰客郡精装修房子配套成熟业主真心卖</td>\n",
       "      <td>佰客郡</td>\n",
       "      <td>双流</td>\n",
       "      <td>89.0</td>\n",
       "      <td>1.18</td>\n",
       "      <td>75.40</td>\n",
       "      <td>2011</td>\n",
       "      <td>36</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>加贝书香尚品 精装修 带家具家电出售</td>\n",
       "      <td>加贝书香尚品</td>\n",
       "      <td>双流</td>\n",
       "      <td>64.5</td>\n",
       "      <td>1.25</td>\n",
       "      <td>51.69</td>\n",
       "      <td>2007</td>\n",
       "      <td>38</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 85 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       描述     位置信息  区域     总价    单价     面积  建成时间  关注人数   0室0厅  \\\n",
       "0       威兰德装修套三对中庭，客户只给契税   威兰德小镇   双流   91.8  1.06  86.40  2016   135  False   \n",
       "1  房子清水套三户型方正采光好无遮挡，视野开阔！  南湖逸家二期   双流  128.5  1.94  66.12  2017    40  False   \n",
       "2     南湖逸家满二精装房，中间楼层，采光良好  南湖逸家二期   双流  153.0  2.08  73.59  2017    58  False   \n",
       "3       佰客郡精装修房子配套成熟业主真心卖     佰客郡   双流   89.0  1.18  75.40  2011    36  False   \n",
       "4      加贝书香尚品 精装修 带家具家电出售  加贝书香尚品   双流   64.5  1.25  51.69  2007    38  False   \n",
       "\n",
       "    0室1厅  ...  西  北  东北  东南  西南  西北    中楼层    低楼层    高楼层  总楼层  \n",
       "0  False  ...  0  0   0   0   0   0   True  False  False   26  \n",
       "1  False  ...  0  0   0   0   0   0  False  False   True   33  \n",
       "2  False  ...  0  0   0   0   0   0   True  False  False   34  \n",
       "3  False  ...  0  1   0   0   0   0   True  False  False   16  \n",
       "4  False  ...  0  0   0   0   0   0  False  False   True   15  \n",
       "\n",
       "[5 rows x 85 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "input_file_path = '../1.数据预处理/房产信息_预处理.xlsx'\n",
    "data = pd.read_excel(input_file_path)\n",
    "\n",
    "data.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "632558e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>总价</th>\n",
       "      <th>单价</th>\n",
       "      <th>面积</th>\n",
       "      <th>建成时间</th>\n",
       "      <th>关注人数</th>\n",
       "      <th>东</th>\n",
       "      <th>南</th>\n",
       "      <th>西</th>\n",
       "      <th>北</th>\n",
       "      <th>东北</th>\n",
       "      <th>东南</th>\n",
       "      <th>西南</th>\n",
       "      <th>西北</th>\n",
       "      <th>总楼层</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>32783.000000</td>\n",
       "      <td>32783.000000</td>\n",
       "      <td>32783.000000</td>\n",
       "      <td>32783.000000</td>\n",
       "      <td>32783.000000</td>\n",
       "      <td>32783.000000</td>\n",
       "      <td>32783.000000</td>\n",
       "      <td>32783.000000</td>\n",
       "      <td>32783.000000</td>\n",
       "      <td>32783.000000</td>\n",
       "      <td>32783.000000</td>\n",
       "      <td>32783.000000</td>\n",
       "      <td>32783.000000</td>\n",
       "      <td>32783.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>157.865256</td>\n",
       "      <td>1.547664</td>\n",
       "      <td>100.293631</td>\n",
       "      <td>2009.327975</td>\n",
       "      <td>35.112284</td>\n",
       "      <td>0.126651</td>\n",
       "      <td>0.298173</td>\n",
       "      <td>0.060824</td>\n",
       "      <td>0.102584</td>\n",
       "      <td>0.049995</td>\n",
       "      <td>0.298966</td>\n",
       "      <td>0.104658</td>\n",
       "      <td>0.058353</td>\n",
       "      <td>19.071836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>110.711120</td>\n",
       "      <td>0.626349</td>\n",
       "      <td>39.497068</td>\n",
       "      <td>5.662308</td>\n",
       "      <td>48.723408</td>\n",
       "      <td>0.332587</td>\n",
       "      <td>0.457463</td>\n",
       "      <td>0.239011</td>\n",
       "      <td>0.303419</td>\n",
       "      <td>0.217939</td>\n",
       "      <td>0.457812</td>\n",
       "      <td>0.306117</td>\n",
       "      <td>0.234414</td>\n",
       "      <td>10.773215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>15.000000</td>\n",
       "      <td>0.170000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1900.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>95.000000</td>\n",
       "      <td>1.120000</td>\n",
       "      <td>76.940000</td>\n",
       "      <td>2006.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>131.000000</td>\n",
       "      <td>1.440000</td>\n",
       "      <td>90.210000</td>\n",
       "      <td>2010.000000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>18.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>186.000000</td>\n",
       "      <td>1.860000</td>\n",
       "      <td>121.360000</td>\n",
       "      <td>2013.000000</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>30.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>4600.000000</td>\n",
       "      <td>13.480000</td>\n",
       "      <td>557.460000</td>\n",
       "      <td>2020.000000</td>\n",
       "      <td>1044.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>56.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 总价            单价            面积          建成时间          关注人数  \\\n",
       "count  32783.000000  32783.000000  32783.000000  32783.000000  32783.000000   \n",
       "mean     157.865256      1.547664    100.293631   2009.327975     35.112284   \n",
       "std      110.711120      0.626349     39.497068      5.662308     48.723408   \n",
       "min       15.000000      0.170000     12.000000   1900.000000      0.000000   \n",
       "25%       95.000000      1.120000     76.940000   2006.000000      6.000000   \n",
       "50%      131.000000      1.440000     90.210000   2010.000000     19.000000   \n",
       "75%      186.000000      1.860000    121.360000   2013.000000     45.000000   \n",
       "max     4600.000000     13.480000    557.460000   2020.000000   1044.000000   \n",
       "\n",
       "                  东             南             西             北            东北  \\\n",
       "count  32783.000000  32783.000000  32783.000000  32783.000000  32783.000000   \n",
       "mean       0.126651      0.298173      0.060824      0.102584      0.049995   \n",
       "std        0.332587      0.457463      0.239011      0.303419      0.217939   \n",
       "min        0.000000      0.000000      0.000000      0.000000      0.000000   \n",
       "25%        0.000000      0.000000      0.000000      0.000000      0.000000   \n",
       "50%        0.000000      0.000000      0.000000      0.000000      0.000000   \n",
       "75%        0.000000      1.000000      0.000000      0.000000      0.000000   \n",
       "max        1.000000      1.000000      1.000000      1.000000      1.000000   \n",
       "\n",
       "                 东南            西南            西北           总楼层  \n",
       "count  32783.000000  32783.000000  32783.000000  32783.000000  \n",
       "mean       0.298966      0.104658      0.058353     19.071836  \n",
       "std        0.457812      0.306117      0.234414     10.773215  \n",
       "min        0.000000      0.000000      0.000000      1.000000  \n",
       "25%        0.000000      0.000000      0.000000      7.000000  \n",
       "50%        0.000000      0.000000      0.000000     18.000000  \n",
       "75%        1.000000      0.000000      0.000000     30.000000  \n",
       "max        1.000000      1.000000      1.000000     56.000000  "
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "782977af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, '单价(万元)')"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 对区域进行数据透视并画图\n",
    "data.pivot_table(values='单价', index='区域',aggfunc='mean'). \\\n",
    "                 sort_values(by='单价',ascending=False).plot(kind='barh',color=\"c\")\n",
    "# 设置x轴标签\n",
    "plt.xlabel('单价(万元)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "af7fe263",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "30019       蓝岸B区 (高新西)\n",
      "21728       翡翠城五期 (锦江)\n",
      "4272     黄龙溪谷 (天府新区南区)\n",
      "27329      中海九号公馆 (高新)\n",
      "28157      中海城南华府 (高新)\n",
      "27096      中海九号公馆 (高新)\n",
      "27118      中海九号公馆 (高新)\n",
      "21344      四海逸家一期 (锦江)\n",
      "27625      中海九号公馆 (高新)\n",
      "26788    中海城南一号一期 (高新)\n",
      "dtype: object\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置记录个数\n",
    "ntop = 10\n",
    "# 按单价对数据进行排序\n",
    "data_top = data.sort_values(by='单价',ascending=False)[:ntop]\n",
    "# print(data_top)\n",
    "\n",
    "# 设置数据\n",
    "y = range(len(data_top.单价))\n",
    "width = data_top.单价  \n",
    "y_label = data_top.位置信息 + '(' + data_top.区域 + ')'\n",
    "print(y_label)\n",
    "\n",
    "# plot\n",
    "fig = plt.figure(figsize=(12, 4))\n",
    "ax = fig.add_subplot(121)\n",
    "ax.set_title('成都市二手房单价top10')\n",
    "ax.barh(y,width,facecolor='bisque',edgecolor='pink', \\\n",
    "        height=0.5,tick_label=y_label)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "dcdc441f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '数量')"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 统计房屋朝向\n",
    "data[['东','南','西','北','东南','西南','西北','东北']].sum().plot(kind='bar',rot=0)\n",
    "plt.ylabel('数量')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "5c3e473c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='单价'>"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置划分区间\n",
    "bins = [0,0.5,1,1.5,2,3,5,8,12]\n",
    "# 设置x轴标签\n",
    "plt.xlabel(\"价格区间\")\n",
    "# plot\n",
    "pd.cut(data[data['区域']=='双流'].单价, bins).value_counts().plot(kind='bar',rot=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "db7ac4a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='单价', ylabel='关注人数'>"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.plot(kind=\"scatter\",x=\"单价\",y=\"关注人数\", alpha=0.4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "eb8af386",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x28de7bfeed0>"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist2d(data.单价, data.面积, bins=(50, 200), cmap=plt.cm.jet)\n",
    "plt.ylim((20,100))\n",
    "plt.xlabel('单价')\n",
    "plt.ylabel('面积')\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "08b4baab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='单价', ylabel='关注人数'>"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.plot(kind=\"scatter\",x=\"单价\",y=\"关注人数\", \\\n",
    "          alpha=0.4,s=data[\"面积\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "165f1f60",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '房源数量')"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.区域.value_counts().plot(kind='bar')\n",
    "plt.ylabel('房源数量')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "28d0e609",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='总楼层'>"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bins = [0,5,10,20,30,40,50,60]\n",
    "plt.xlabel(\"总楼层\")\n",
    "pd.cut(data.总楼层, bins).value_counts().plot.bar(rot=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "bfea258e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x28def682650>"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AzNLFTz/9xOLFi/niiy+s50aPHm1VyvTz87P2RLz33nvWLISpT2FmHqpVq2Z9n5mpMMzSx9NPP82hQ4eswlkmiTCnSIzQ0FCr3Pc/FdQSERHn+G3/KUZ8tZa9J5Pz1lXUOLENpg6CYxvscevB0HEMBNrL3UWBkooCmjJlirWnomPHjrz99ttWDw+zDyJHWFgYw4cPt06GTJ482VrKGDp06J+uccMNN1i/mhkOk1CYqpzn7qEwR05FRMR1MrIcVkfRtxfbXUUrR4Qw8fpo2tTORVdRMwv923/sGYrMFAiLhD6ToF5nippi2X+tzuRCZoo/IiKC+Pj4s1Ulc6SmprJnzx5q1qx5dhOjtyx55DT+Kijzn8Jc73z9Qi7EW183ERFPsfvEGeuo6LqD8da4d/PKPGuOiobm4qhoyimYNQw2z7DHta6Bvu9ByYr4kn96/z6XZioKyCxxOItJTPKSUIiISME+yH32y37GzdlMaoaDcHNUtG9TekXnsprzvhV2qe2Eg+AXAB1GwxVDvbIRmLMoqRARkSLneGIqj01dz+JtJ6xxm9qRvHx9NJUicnGyIysTlr4ESydAtgPK1IL+k6HKpRR1SipERKRImbfpqHW6Iy4pnaAAPx7r0oA72tS4+MkO4/R+u035gZX2OPpG6PYSBJd0edzewOOSikLc4uET9HqJiOTOmbRMxszcxDdrDlpj0030tRuaU79iLhOCTdNh5jBIi4egktDjVWg20LVBexmPSSoCA+0NMaZ2gzlGKbljXq9zXz8REfm7X/fGMeLrtRyIS7HKRdzTrhYjrqtHcEAu9rGlJ8Hcx+G3T+xxlZbQ/0MoU9PlcXsbj0kqzAbFnCZcOUcx1e/in2coTEJhXi/zummDp4jI36VnOnht4Xbe/XEXjmysapivXB9N61qRubvAkfV2I7DY7WY7PbQdAdeMBH99kPPopMIwjbiMnMRCLs4kFDmvm4iI/M/2Y4k8+OVaNh9JsMb9L63KM70aUTIkFwmBWVpeOQkWPg1Z6VCyEvR7H2q2c33gXsyjkgozM1GpUiXKly9PRkaGu8PxeGbJQzMUIiJ/5nBk8/HPe3lh7lZrpqJ0WCDP921K16aVcneBMydgxv2wY749rt8der8FYWVcGrcv8KikIod5o9SbpYiI5NWR+BQe+WY9y3fGWuOr65XjpQHNKB+ey+KAOxfB9MGQdBz8g6HzOLjsriLRt8NnkwoREZG8mrXuMKOmbyAhNZOQQLur6C2XV8/d/rzMdPjhWfj5TXtcriEMmAwVGrs8bl+ipEJERLxafHIGo2duZMbaw9a4WdUIXr2hObXLlcjdBWJ32psxj6y1xy0H2TMUgTqJmFdKKkRExGv9tDOWh79Zx5H4VPz9ivFA+zoMvbYOgf5+uduMufZz+O4RyEiC0NLQ6y1o2KMwQvdJSipERMTrpGZk8dK8bUxevsca14gM45UbmnNptdK5vEA8zB4OG6fZ4xpt7UZgEVVcGLXvU1IhIiJeZdPheOuo6I7jZ6zxza2rMap7Q8KCcvmWdmCVvdxhSm4X84f2T8BVw8FPBwQKSkmFiIh4hSxHNu8v3c0rC7aRkZVN2RLBTBjQlGsbVMjdBRxZsOwVWDIesrOgVDW7EVhUK1eHXmQoqRAREY93IC7ZKrP9695T1rhz4wpW7YnIEsG5u0D8IYi5B/Ytt8dN+tu9O0IiXBh10aOkQkREPLolwTerDzJm1iaS0rMoERzA0z0bMaBF1dy3ctgyC2YMgdTTEFQCuk2E6H+p9oQLKKkQERGPFHsmzWpRvmDzMWvcqkYZXr4+mqgyYbm7QHoyzB8Fq6fY48qX2MsdkbVdGHXRpqRCREQ8zsLNx3g8Zj2xZ9IJ9C/GQ53qc3fbWtax0Vw5tgmm3gknttrjK4dB+ychIMilcRd1SipERMRjJKVl8tyczXyx6oA1rl+hpFXIqlHl8NxdwNSe+PVDmDcKstKgRAXo+y7Uvta1gYtFSYWIiHiENfviGP7VOvbHJVvbHe66qqY1QxESmMujnkknYeYQ2PadPa7bCfpMguJlXRq3/I+SChERcSvTSfSNRTt4Z8lOHNlQpVQoEwdGc0XtyNxfZPePMP1eSDwC/kFw3bPQerA2YxYyJRUiIuI2O44l8uBXa9l0OMEa97ukCs/0bkx4SGDuLpCVAYvHwfLXzNoHlK1nb8as1My1gct5KakQEZFC53Bk89HPe3lx7lZrpqJUWKBVd6Jb00q5v0jcbph2FxxaY48v/T/oMh6CirssbvlnSipERKRQHT6dYjUB+3nXSWt8db1yvDSgGeXDQ3J/kfVfw+wRkJ5oF7Dq+QY07uO6oCVXlFSIiEihFbIy7cmfmrGRxNRMQgP9rZ4dpndHrgtZpSXCnIdh/Zf2uFob6Pc+lIpyaeySO0oqRETE5U4npzPq243MWX/EGkdHleLV66OpVa5E7i9iljmmDoJTe6CYH1z9OLR9CPz1VuYp9F9CRERc6sftJ3jkm3UcT0yzilcN61CX+6+pTYC/X+4u4HDAz2/AD2PBkQkRUdDvA6h+hatDlzxSUiEiIi6RnJ7J+O+28unKfda4VrnivHp9c2uWItcSj9pHRXcvsceN+kDP1yC0tIuiloJQUiEiIk73+/5TjPh6HXtik6zx/11Rnce7NiQ0KJeFrIxtc2HG/ZB8EgLDoMsLcOltqj3hwXI592T76KOPrM005z6GDBniuuhERMSrZGQ5eGXBdga8u8JKKCqGh/DpoFaM6d0k9wlFRip89yh8cYOdUFRsCvf8CC3+TwmFL81UnDx5ktatW/PZZ5+dfa5UqTxMY4mIiM/aefwMI75ey/qD8da4V3RlxvZuQkRYLgtZGSe22Y3Ajm20x5ffDx2fgYBgF0Utbksq4uLiqFKlCnXq1HFqECIi4t2FrD5ZsZfx328lLdNBeEgAz/VtaiUVuWYaga35GOaOhMwUCCtr9+2o18mVoYu7k4qyZdWYRUREbEfiU3jkm/Us3xlrjdvWLctLA6KpGJGHQlbJcTBrGGyZaY9rtYe+70HJCi6KWjxm+WP69Ol8/vnn1KxZk1tuuYXhw4cTGHj+qa20tDTrkSMhwa7tLiIi3l/Iaua6wzz17UYSUjMJCfTjiW4NufXy6rkvZGXs/Qli7oaEQ+AXCB1GwxVDwC9PW/7EQxTLNv8ycmnz5s2kp6dbicKiRYt49tlnrY2aEydOPO/3P/PMM4wZM+Zvz8fHxxMeHl6wyEVExDMKWVWN4JUbmlM7L4WssjLhxxdh2UTIdkCZ2jBgMlS+xHWBS76ZSYGIiIiLvn/nKan4q7Fjx/Liiy+SmJh43sz0fDMVUVFRSipERLzUkm3HeXTq+rOFrP59bV0eaJ+HQlbGqX327MSBX+xx85uh6wQIzkNSIh6ZVBSoTsWll15KUlKStSxyvr0WwcHB1kNERLy/kNXz323hs5X7rXFtU8jqhuY0q5rHE4AbY2DWg5AWD8Hh0ONVaDrANUFLoStQUrFq1SpKly5NmTJlnBeRiIh4lN/2n+KhcwpZ3d6mBo93bUBIYB4KWaUnwfePwu9/lCSoehn0/xBK13BR1OLxScXQoUPp3r07lSpVYuHChUyYMMHaM+GnDTUiIj4nPdPBmz/s4O3FO3FkQ6WIEOtkx1V183gK8Mg6u/bEyZ1m1d1uAnbN4+Cfh/oV4ntJhVnquPnmm0lNTaVevXq8//773Hrrra6LTkRE3GLHsUSGf72WjYfsU3t9mle2qmJGhOYhETCNwH6ZBAufgax0CK9itymvcZXrAhfvSSqmTJniukhERMQjCllN+WkPE+Zts2YqSoUFMq5PU7o3q5S3C505Dt/eBzsX2uMGPaDXmxCm5XJfpoZiIiJiOXgq2do78cueOGt8Tf1yTOjfjPLheShkZZhEYvp9kHQcAkKgy3hocYf6dhQBSipERIo4U1lg6pqDjJm1mTNpmYQG+vNkj4bc1Kpa3gpZZabBomdhxVv2uHxju/ZE+YYui108i5IKEZEiLPZMGk/EbGD+5mPWuEX10rw8MJoaZYvn8UI77M2YR9fb41b3wHXPQmCoC6IWT6WkQkSkiJq/6SgjYzZwMimdQP9iDL+uHve2q20Vtco1Uz/RHBM1x0UzkiG0DPR+Gxp0c2Xo4qGUVIiIFDGJqRk8O2sz36w5aI3rVyjJKzdE07hyRN4ulHIaZg+HTTH2uGY7uxFYeB66k4pPUVIhIlKErNh1koe/Wceh0ynWvsl72tZiRKd6BAfkoZCVsf8XmHYXxO8HvwBoPwquHAZ+ebyO+BQlFSIiRUBqRhYvzdvG5OV7rHFUmVBeHticVjXzeMTTkQXLXoYlL0B2ll0Rs/8UqNrCNYGLV1FSISLi4zYcjLcKWe08fsYa39gqilHdG1EiOI9vAfEHIeYe2PeTPW52A3SbCCFqECk2JRUiIj4qI8vBO4t3WaW2Mx3ZlC0RzIQBTbm2QYW8X2zzTJg5FFJPQ1AJ6P4yRP/LFWGLF1NSISLig3adOMOIr9ay7mC8Ne7WtCLP9WlKmeJBebtQejLMGwlrPrbHlS+1G4FF1nZB1OLtlFSIiPhYme3/rNjLC99vJS3TQXhIAGP7NKFXdOW8FbIyjm60a0/EbrPHZiNm+ychII+JiRQZSipERHyEOdHxyDfr+HnXSWvctm5ZJgxoRqWIPBagMrUnVr0P85+CrDQoUcE+Klq7vWsCF5+hpEJExAfKbE/77RBjZm4iMS2TkEA/nujWkFsvr5732YmkWJjxAGyfa4/rdoY+70DxPLY7lyJJSYWIiA+V2b6kWileub45NfNaZtvYvQRi7oUzR8E/GDqNtcttqxGY5JKSChERLzVv01Erocgps/1gR1NmuxYB/n55u1BWBvzwHPz0upn3gLL1YcAUqNjEVaGLj1JSISLiZRJSMxgzczPTfitgmW0jbjdMHQSHf7PHLW6HzuMhKMzJUUtRoKRCRMSL/Lwz1iqzfTg+1VqVMA3Ahl9XN+9lto11X8KchyD9DISUgl5vQqNerghbigglFSIiXiAlPYsX527l45/3WuPqkWFWi/KWNfJYZttITbCTiQ1f2+PqV0K/9yGiqpOjlqJGSYWIiIf7ff8pHvp6Hbtjk6zxza2rWac7iue1zLZxcDVMGwSn9kIxP7hmJLR9SI3AxCmUVIiIeKj0TAdvLNrBO0t24siGCuGmzHY0V9crl/eLORzw02uweBw4MiGiml0Zs1prV4QuRZSSChERD7T1aAIjvlrH5iMJ1rhP88qM6dWEiLDAvF8s4QhMvwf2LLXHjftBj1chtJSTo5aiTkmFiIgHyXJk8/7S3byyYBsZWdmUDgtkXN+mdGtaKX8X3PY9fHs/pMRBYBh0nQCX3KLaE+ISSipERDzE3tgkHvpmHWv2nbLGHRtWYHy/ppQrGZz3i2Wk2GW2f/3AHleKhv6ToWxdJ0ct8j9KKkREPKAJ2H9/2cfz320lJSOLEsEBPN2zEQNaVM17mW3j+Ba7Edjxzfb4iiHQYTQE5CM5EckDJRUiIm50+HQKj05dz/Kdsdb4ilqRvDSwGVVL56P4lGkEtnoKzHsCMlOheHnoOwnqdHR+4CLnoaRCRMRDmoA93qUBt11RAz+/fMxOJMfBzKGwdbY9NolEn0lQorzTYxe5ECUVIiKF7ERiGk9M38CCc5qAmUJWtcqVyN8F9yyDmHsg8TD4BcJ1Y6D1feCXxx4gIgWkpEJEpBB9v+EIo77dSFxBm4DlNAJb8gIse9luBBZZx24EZjZliriBkgoRkUIQn5zB0zM38u3aw9a4QcWSvHpDcxpWCs/fBU1FzGl3wcFf7bE5JtrlRQjO52yHiBMoqRARcbEl247z2LT1HEtIw2yXuO+a2gzrUI+ggHwuT2yYCrOHQ1oCBEdAz9egST9nhy2SZ0oqRERc5ExaJuPmbOGLVfutca2yxZl4fTSXViudvwumnYHvH4W1/7XHUa2h3wdQuroToxbJPyUVIiIusHL3SatF+cFTKdb4jitr8GjnBoQG5bNx1+HfYeogiNtlNwJr9wi0exT89WNcPIf+NYqIOFFqRhYT5m5jyk97rHHV0qG8NCCaK2pH5u+CphHYirdg0bPgyIDwKvbsRI0rnRu4iBMoqRARcWaL8m/WsfuE3aL8xlZRjOreyKqQmS+Jx+DbwbDrB3vcsCf0fAPCyjgxahHnUVIhIlJAaZlZVovySUt2nW1R/kL/ZrSvX4DCUzsWwLf3QdIJCAiFLuOhxe1qBCYeTUmFiEgBbDocz0Nfr2Pr0URr3PeSKjzTs3H+WpQbmWmw8BlY+Y49Lt/Yrj1RvoEToxZxDSUVIiL5kJHlsGYmzAxFpiObMsWDeL5vE7o0yWeLciN2B0y9A45usMet7oXrnoXAEKfFLeJKSipERPJox7FEa+/E+oPx1rhL44o817cJZUvkswuoaQT2+6fw/WOQkQxhkdD7HajfxbmBi7iYkgoRkVzKcmTz4bLdvLxgO+mZDiJCA3m2d2N6RVfOX4tyI+U0zBoGm7+1xzWvhr7vQXgBZjxE3ERJhYhILuyJTbLqTqzZd8oat69fztqMWSG8AEsT+1fapbbjD4BfAFz7JLQZpkZg4rWUVIiI/AOHI5tPVuzlhblbSc1wWMdDR/doxMCWVfM/O5GVCcsmwo8vQrYDSteE/pOhagtnhy9SqJRUiIhcwIG4ZB6dup4Vu09a4za1I5kwoBlVS4fl/6KnD0DM3bB/hT1u9i/oPhGCSzopahH3UVIhIvIX2dnZfLHqAOPmbCYpPYvQQH9GdmvALa2r42c6guXXpm9h1r8hNR6CSkKPV6DZ9c4MXcStlFSIiJzj8OkUq6Posh2x1viyGqWtMts1yhbP/0XTk2Du4/DbJ/a4Sgvo/yGUqeWkqEU8g5IKEZE/ZiemrjnIs7M2k5iWSXCAH490rs8dV9bEvyCzE0fWw7RBELsdKAZXDYf2T4B/PotjiXgwJRUiUuQdT0hlZMwGFm09bo2bR5Xi5eujqV2uRP4vampPrJwEC5+GrHQoURH6vQ+1rnZe4CIeRkmFiBTp2YmZ6w4zesYm4lMyCPL3Y/h19bi7bU0C/AtwrPPMCZhxP+yYb4/rdYXeb0PxfHYqFfES+f6/5tNPP7WOU3322WfOjUhEpBDEnknjvs9+Y9iXa62EommVCGb/+yruu6Z2wRKKnYtgUhs7ofAPhm4T4cYvlFBIkZCvmYrU1FSeeuop50cjIlII5qw/wlMzNhKXlE6AXzH+3aGulUwEFiSZyEyHH56Fn9+0x+UawoDJUKGx0+IW8cmkYuzYsVx22WXs27fP+RGJiLjIyTNp1lLHnA1HrHHDSuFMHNiMxpUjCnjhXTD1Tjiy1h63HASdx0FgqBOiFvHhpGL9+vW888471q9Tp051TVQiIk42d+MRRk3fyMmkdOs0xwPt6zCkfR2CAvwKthlz3Rcw52HISILQ0tDrLWjYw5mhi/hmUmGWPW6++WZGjRpFVFTURb8/LS3NeuRISEjIX5QiIvl0Kimdp2dusjZkGvUrlGTiwGiaVi3g7IQpYDV7BGz848NV9avs0x0RVZwQtUgRSCqGDx9OZGQkI0aMyNX3jx8/njFjxuQ3NhGRAlmw+Zh1VNRsyjSlJsy+CbN/IjjAv2AXPvCrXXvi9D4o5g/tR8JVI8CvgNcVKSpJxYcffkhMTAxr167FL5cd9EaOHPmnBMTMVORmhkNEpCDikzMYM2sTMb8fssZ1ypfg5YHRREeVKtiFHVmw/FVY/DxkZ0GpanYjsKhWzglcxMsVyzYHtXOhZs2aHDhwgICA/+UhZmkjMDDQ+tq2bdsueg2TVERERBAfH094eHjBIhcROY9FW+zZieOJ9uzE3e1qMbxjPUICCziLkHAYYu6BvcvscZMBdu+OkAIuo4h4gdy+f+d6pmLhwoVkZGT86bmGDRsybtw4+vXrV7BoRUScMTsxexMxv9mzE7XKFbd6drSoXrrgF986B2Y8ACmnILC43VU0+kbIb+tzER+V66Sidu3a532+UqVKF/yaiEhh+GGrPTtxLCHNep+/66qaPNSpfsFnJzJSYP6T8OuH9rhSc3u5o2wdp8Qt4mtUpltEvJaphDl29marEZhRq2xxXhrYjBbVyxT84sc225sxj2+2x22GwrWjISCo4NcW8VEFSipyuR1DRMTpFm87zshpGziakGrNTgy6siYPd3bC7IT5uWZmJswMRWYqFC8Pfd+FOh2cFbqIz9JMhYh43ezEc7M3880fsxM1zezEgGa0rOGE2YnkOJgxBLbNscd1O0Hvd6BEuYJfW6QIUFIhIl5j8dbj1t6JnNmJO83sRKf6hAY5oT7EnqX26Y7EI+AfBNc9C60HazOmSB4oqRARr9s7USMyjAkDomlV0wmzE1kZsGQ8LHvFrH1AZF0YMAUqNSv4tUWKGCUVIuJVJzucOjsRtwem3QWHVtvjS2+DLi9AUPGCX1ukCFJSISIeW3fi2dmbmfabC/ZOGOu/gdnDIT3RLmDV8w1o3Mc51xYpopRUiIhHV8XMOdnxkLNmJ9IS4btH7O6iRtTl0P8Du+S2iBSIkgoR8Rink9Ot2YmzVTGdWXfCOPSbXXsibjcU84OrH4O2D4O/fhSKOIP+TxIRjzB/01FGfbuRE4lOroppOBzw8xvww1hwZEJEFPT7AKpf4YzQReQPSipExK3iktJ5ZuYmZq47fE7PDifOTiQehen3wu4l9rhRb+j5OoQ6oSeIiPyJkgoRcZvvNxzhqRkbiT2T7tyOojm2zYUZ90PySQgMs092mBMeqj0h4hJKKkSk0MWeSePpGZuYs+GINa5bvgQvDYymeVQp59wgIxUWPg2/vGuPKzaF/lOgXD3nXF9EzktJhYgUGtMvaPb6Izw9c5O17OHvV4z7rq7N0A51CA5w0uzEiW0w9U44ttEeX34/dHwGAoKdc30RuSAlFSJSKI4npvLUtxuZt+mYNW5QsSQvDYimadUI59zANAJb8zHMHQmZKRBWFvpMgnqdnHN9EbkoJRUi4vLZiem/H2LMrM1Wue0Av2I80L6O9QgK8HPOTUwjsFn/hi2z7HGt9tD3PShZwTnXF5FcUVIhIi5zJD6FJ2I2sHjbCWvcuHK4NTvRqHK4826y72eYdjckHAS/QOgwGq4YAn5OSlhEJNeUVIiIS2Ynvvr1AOPmbCExLZMgfz+GdazLPe1qEejvpDf7rExYOgGWvgTZDihTy24EVvkS51xfRPJMSYWIONWBuGQej1nPTztPWuNLqpWy6k7UKV/SeTc5vd+enTiw0h5H3wTdJkCwE+8hInmmpEJEnMLhyObTlft4ce5WktOzCA7w45HO9bnjyprWKQ+n2TQdZg6DtHgIDocer0LTAc67vojkm5IKESmwPbFJPDZ1Pav2xlnjVjXL8GL/ZlZnUadJT4LvH4PfP7XHVS+D/h9C6RrOu4eIFIiSChHJt8wsB5OX7+GVBdtJy3QQFuTPyK4NuLl1dfycOTtxZB1MHQQndwDFoO1DcM3j4B/ovHuISIEpqRCRfNlyJIHHpq1n/cF4a9y2blme79uUqDJhzruJaQT2yyRY+AxkpUPJytDvPajZznn3EBGnUVIhInmSnungrcU7eWfxTjId2YSHBPBkj0YMbFGVYs7sqXHmOHx7H+xcaI/rd4feb0GYkxqNiYjTKakQkVxbe+A0j05dx/ZjZ6xxp0YVeK5PE8qHhzj3RjsXwfTBkHQcAkKg8zhoOUiNwEQ8nJIKEbmolPQsXlmwzdo/4ciGyOJBPNu7Cd2aVnTu7ERmOiwaAyvessflG0H/yVChkfPuISIuo6RCRP7Ril0nGRmznr0nk61x30uq8FSPRpQpHuTcG8XuhGl32psyjcvuhk5jITDUufcREZdRUiEi55WQmsH477byxar91rhieAjP92vCtQ2c3E/DNAJb+1/47lHISILQ0tD7bWjQ3bn3ERGXU1IhIn+zYPMxnvx2A8cS0qzxza2r8VjXBoSHOPkIZ8ppmD0cNsXY4xptod/7EF7ZufcRkUKhpEJEzoo9k8YzMzcxe/0Ra2yKV43v15TLa0U6/2b7f4Fpd0H8fijmD9eOgisfBD9/599LRAqFkgoROdue/NnZmzmdnGGV1b67bS0e7FiXkEAnv8k7smDZy7DkBcjOglLV7UZgVVs69z4iUuiUVIgUcQdPJTNq+kZ+3G63J29UKZwJA5rRpEqE828WfxBi7oF9P9njpgOh+8sQ4oJ7iUihU1IhUkRlmQZgK/by0rxtJKVnERTgx7AOTm5Pfq4ts2DGEEg9DUEloNtEiP6Xak+I+BAlFSJF0PZjiVaJ7d/3n7bGLauX5oX+pj15CeffLD0Z5j0Baz6yx5Wa28sdkbWdfy8RcSslFSJFSFpmFu8s3sU7S3aSkZVNieAA61THza2qObcBWI6jG2HaIDix1R5fOQzaPwkBTq5xISIeQUmFSBGxZl8cj03bwM7jdontjg3LM7ZPEypFuKC4lKk9sep9mP8UZKVBiQrQ912ofa3z7yUiHkNJhYiPS0zNsPZNfLpyn/VeX7ZEEGN6uaDEdo6kWJjxAGyfa4/rdoY+70Dxss6/l4h4FCUVIj5s0RZTxGojR+JTrfH1LavyRLeGlApz0fLD7iUQcy+cOQr+QXDdWGh9rzZjihQRSipEfNDxxFTGzNrMnD+KWFUrE2YVsbqyjotmC7IyYPE4WP6aWfuAsvVhwGSo2NQ19xMRj6SkQsTHilh99esBnv9uCwmpmZi9l3e1rcXwjvUIDXJRpcq43XZlzENr7HGL26HzeAgKc839RMRjKakQ8RG7T5xhZMwGftkTZ42bVAnnhX4uKmKVY91XMOchSE+EkFLQ6w1o1Nt19xMRj6akQsTLpWc6eH/pLt74Yaf1+9BAf0ZcV487rqxBgCuKWBmpCfDdw7D+K3tcrQ30/wAiqrrmfiLiFZRUiHix3/afYuS0DWw7lmiN29Urx7g+TYgq48Klh4NrYNqdcGovFPODqx+Hdg+rEZiIKKkQ8dZjohPnbeOTP46JlikexOgejejdvLJrjokaDgf89Jq9IdORCRFR0P9DqHa5a+4nIl5HSYWIl23EnLfpKE/P3MSxhDTruf6XVuXJ7g0pXdyFVSoTjsD0e2HPj/a4cV/o8RqElnLdPUXE6yipEPESh0+nMHrGJhZuOWaNq0eGMa5PU66q6+KiUtu+h2/vh5Q4CAyDrhPgkltUe0JE/kZJhYgXdBP9+Oe9vDx/G8npWQT4FWPw1bUZcm0dQgJduI8hIxUWjIZV79ljU3NiwEdQtq7r7ikiXk1JhYgH23go3jomuuFQvDVuUb20VcSqXoWSrr3x8a12I7BjG+3x5Q9Ax6chINi19xURr6akQsQDJaVl8uqC7Uz5aQ+ObCgZEsDIrg3512VRrukmmsPs+jQtyuc+AZkpULwc9HkX6nZ03T1FxGcoqRDxMAs3H7M2Yh46nWKNe0ZX5qkeDSlfMsS1N06Og1n/hi2z7HHtDnZn0RLlXXtfEfEZea6M89VXXxEdHU1YWBjVqlXjueees3aki0jBN2Le88lq7vpktZVQVC0dykd3XMabN17i+oRi73J49yo7ofALhE7j4OapSihExLUzFVu3bmXkyJE0atSIFStW8MADD1C2bFkGDx6c10uJCJCZ5bA2Yr6yYPvZjZimX8ewDnVd168jR1Ym/PgCLHsZsh0QWQf6T4bKzV17XxHxScWyCzjN0L17d4KDg4mJibno9yYkJBAREUF8fDzh4eEFua2IT1h74DRPxGxg85EEa9yyemnG9W1K/You3ohpnNpnNwI7uMoeN78Fur4IwSVcf28R8Sq5ff8u8J4Kh8NBZGTkeb+WlpZmPc4NSkQgPiWDl+Zt5b+/7Lf2RkaEBjKyawOub+nijZg5NkyF2cMhLQGCw6Hna9Ckv+vvKyI+Ld9JRVJSEl9++SUrV67kxx//qLL3F+PHj2fMmDEFiU/Ep5iJwVnrjzB29mZOJNoJd79LqzCqW0MiSxTCcc20M/D9o7D2v/a4aiu71Hbp6q6/t4j4vHwtf4SEhFgzECVLlmTSpEncfPPNuZ6piIqK0vKHFNnW5KYi5vKdsda4VrniPNenCW1qu7giZo7Da2HqnRC3y24E1vZhuPox8NchMBFx4/LH2rVrrQuvXr2aYcOGsWnTJp5//vm/fZ/Za2EeIkVZakYWby/eyXs/7iY9y0FQgB8PXFOHwdfUIjigEDp7mkZgK9+Bhc+AIwPCq0C/D6DGla6/t4gUKQXeqPnRRx9x9913k5iYSGho6D9+rzZqSlGzeOtxRs/cyIE4u+bE1fXK8WzvxlSPLF44AZw5DtMHw65F9rhhT+j5BoSVKZz7i4hPKLSNmgEBAdY6cVZWVkEvJeJTNSfGzNrEvE12869KESE83bMRnRtXdF1r8r/asRC+HQxJJyAgFLo8Dy3uUCMwEXGZgLxmKkOGDOGWW26hUqVKrFu3jkcffZQbb7yREiV0DE0kI8vBlOV7eH3RDqvmhL9fMQZdVdOqOVE8uJD2LmSmwcIxsPJte1y+MQyYAuUbFM79RaTICsjrBs2MjAxuu+02awqkevXqDB06lIceesh1EYp4iZW7TzJ6xka2HztjjS+rUZqxfZrQoGIhLvXF7rA3Yx5db49b3QvXPQuBLq7IKSKS16QiKCiIL774wnXRiHihYwmpPP/dFmasPWyNyxQPsmpODGhRtfCWOszWqN8/he8fg4xkCIuE3u9A/S6Fc38RETUUEynYUsd/ft7Lawt3cCYt09qqcHPrajzcqT6lwoIKL5CU0zD7Qdg03R7XvBr6vgfhlQovBhERJRUizlnqaB5VirG9m9C0akThBrJ/JUy7G+L3g18AXPsktBkGfnnuFSgiUmBKKkQKsNRROiyQx7s2YGCLQiqvncORBUsn2s3ATCOw0jXtRmBVWxReDCIif6GkQsSbljqM0wcg5h7Y/7M9bnYDdJsIIar9IiLupaRC5CKW74jlmVmb2HncXuqItpY6GtOsaqnCD2bzDJg5FFLjIagEdH8Fom8o/DhERM5DSYXIBRyIS2bcnC3M3XT07KmORzvXL7xOoudKT4a5j8Nv/7HHVVrYjcDK1CrcOERE/oGSCpHz9OqYtGQX7/64i7RMh1XA6tbLqzO8Yz0iwgILP6CjG2DqIIjdZirrw1UPQvtR4O+GWERE/oGSCpE/mHLzczce5bk5Wzh02u7VcXmtMjzTq3HhFrD6X0Dwy3uw4CnISocSFaHfe1DrmsKPRUQkF5RUiJg2GccSrX0TP+08aY0rR4QwqnsjujUtxF4d50qKhW/vhx3z7HG9rtD7bSgeWfixiIjkkpIKKdJOJ6dbJzo+XbmPLEe21ZZ8cLtaDL6mNmFBbvrfY9cPdmfRM8fAPxg6PQet7lYjMBHxeEoqpEjKzHLw31/28+rC7ZxOzrCeu65RBZ7q3ohqkWFuCiodfhgLP79hj8s1sGtPVGzinnhERPJISYUUOUu3n2Ds7M3s+OOIaP0KJRndsxFX1inrvqBO7oJpg+Dw7/a45Z3QaRwEuSnBERHJByUVUmTsPnHGOiK6aOvxs9UwR3Sqz42XRRHg78ay1uu+hDkPQfoZCCkFvd+Chj3dF4+ISD4pqRCfF5+SwZuLdvCfFXvJyMomwK8Yt11Rg2Ed6rrniGiO1AQ7mdjwtT2ufhX0ex8iqrgvJhGRAlBSIT69b+KLVWbfxA7iktKt59rXL2ed6qhTvoR7gzu42l7uOLUXivnDNSOh7Qjw83dvXCIiBaCkQnyy3sQPW49bjb92nUiynqtdrjhP9WjENfXLuzc40wjsp9dg8fPgyIRS1ezNmFGt3BuXiIgTKKkQn7LpcLy1b+LnXSfPltZ+sGNdbmxVjUB37pswEg7bjcD2LrPHjftBz9cgpJDbpYuIuIiSCvEJR+NTmTh/G9N+O2gVojT1Ju64sgYPtK9DeIgHlLPe+h3MeABS4iCwOHSbAM1vVu0JEfEpSirEqyWlZfLe0t18sHQ3KRlZ1nM9oytbjb+iynjAccyMFJj/FPz6gT2uFA39p0DZOu6OTETE6ZRUiNduwvx69UGreNWJxDTruZbVSzOqe0MuqVYaj3Bss70Z8/hme3zFEOgwGgKC3R2ZiIhLBPjKxryFW47Ttm5ZQgK1e96Xmf/W8zYdZcLcbeyOtTdhVo8M4/EuDejSxE19Ov7KrL/8+iHMfxIyU6F4eeg7Cep0dHdkIiIu5RNJxWPT1lufWk3dgeHX1XN3OOIiK3ef5IXvt7L2wOmzmzD/fW0dbmpd3dpD4RGS42DGENg2xx7XuQ76TIIS5dwdmYiIy/lEUtGuXjkrqZj04y76XlKFGmWLuzskcaKtRxOsmQlzTNQIDfTn7rY1ubtdLUp6wibMHHuWQsy9kHgY/IOg4xhoPRj8PCThERFxMZ9IKro3rcRXdQ+wbEcsT8/cxMd3XOYZ0+BSIIdOp/DK/O3E/G6f6PD3K8aNraL4d4e6lC8ZgsfIyoAl42HZK2btAyLrwoDJ9qZMEZEixCeSCpNAjOnVmC6vLePH7SesNfcuTSq5OyzJJ7Px8p0lO60uoumZjrOJ40Od6lGrnJsrYf5V3B6YdhccWm2PL7kVur4IQZotE5GixyeSCsO82dzTrhZvLd7Js7M207ZuOYoH+8xfr0g4nZzOuz/u5j8/7z17PLR1zTKM7NaQ5lGl8Djrv4HZwyE9EYIj7EJWTfq5OyoREbfxqXddU+jo27WHOHgqhTd+2MHIrg3dHZLkQmJqBpOX72Hysj0kpmVaz0VHleLhTvW4qk5Zz1vKSkuE7x6BdV/Y46jW0P9Du+S2iEgR5lNJRWiQP8/0bMxdn6y23qAGXFqVuhVKujssuYDk9Ew+WbGPd3/cxenkDOu5BhVL8lCn+nRsWN7zkgnj0G927Ym43VDMD9o9Au0eBX+f+l9JRCRffO4nYcdGFaw3JFO34qkZG/ni7ss9882pCEvNyOLLVft5a/EuYs/YhatqlSvO8I71rL0Tfn4e+N/L4YAVb8KiZ+1GYOFVof8HUL2NuyMTEfEYPpdUGE/3bMzynbGs3B3HjLWH6XNJFXeHJEBKehafr9rPez/u4vgfVTCrlg7lwY716NO8MgHubvh1IYlHYfpg2L3YHjfsBb3egFAPqdwpIuIhfDKpMD0fhrSvw8T523luzhaubVjeM5pKFeH+HJ+t3McHy3YTeybdeq5yRAj3ta/DDS2jPKdw1flsnw/f3gfJsRAQCl1fgEv/T43ARESKSlJhmMJIMb8dsko5m1oHz/Rq7O6QiuQGTLNn4sNluzn1x54JMzNhNtT2v7SqZycTmWmw4Gn4ZZI9rtDUrj1Rrr67IxMR8Vg+m1QEB/gzpndjbp28ik9W7GVAi6o0qRLh7rCKhPiUDOtYqDnRYX5v1IgM4/72dayKp4GeusyR48Q2mDoIjm2wx6YqpqmOGehBBbdERDyQzyYVhqlV0b1ZJeasP2Jt2pw2uI1nbgL0EccSUpny0x4+X7n/7NFQswFz6LV16NnMg/dM5DBlO3/7D3z/OGSmQFik3bejXmd3RyYi4hV8OqkwnureiCVbj/P7/tN8s+YAN1ymWgLOtuNYIu8v3W3VCMnIyraeq1ehBEOurWud5jDltT1eyimYNQw2z7DHta6Bvu9ByYrujkxExGv4fFJRMSLE6lxqNmyaDpedGlWkdPEgd4flEy3If917yjrJseiPRl/GZTVKc0+72nRoUN57ZoX2rYCYuyH+APgFQIfRcMVQNQITEckjn08qjP9rU4NvVh9k27FEBn+2hg//r6Vndbf0IlmObBZsPmqV085pQW4OQnRqVMFKJlpU96JjllmZsPQlWDoBsh1Quqa9GbNKC3dHJiLilYplm4+chSQhIYGIiAji4+MJDw+nMK0/eJqbPviFM2mZNKkSzsd3tKJsieBCjcGbmQ2X09Yc5NOV+9gTm2Q9Z05vmFMcpg25xzX6upjT+2Ha3XBgpT2Ovgm6TYBgVWAVEcnv+3eRSSqMjYfi+b8pqziZlE6tssX5ZFArqpYOK/Q4vMnWownWsdDpvx062+QrIjSQ266ozm1X1KBcSS9MzDZNh5nDIC0egkpCj1eh2UB3RyUi4rGUVFzA7hNnrGOmh06nUCkihE8HtaJOeX06PVdGlsNqH2+SiVV74s4+X79CSW69orp1LNQrO8CmJ8H3j8Hvn9rjKi3tRmBlaro7MhERj6ak4h8ciU+xEoudx89QOiyQj+5o5ZmttQvZ8YRUq4z257/sP1tG25zc6NK4opVMmDbkXttH5cg6u/bEyR3mnz1cNRzaPwH+2lsjInIxSiou4lRSOrd//CvrDpwmLMif929tyVV1y1LUpGVm8cOW40z77SBLtp0g02H/czD7TW5qXY2bWlWzTtB4LfPPe+UkWPg0ZKVDyUr2UdFaV7s7MhERr6GkIpc9Ke79dI3VfCzI34/X/9Wcrk0r4evMf/L1B+OZuuYgs9YfPtt23DCnN8xpGTM74dFltHPjzAm7b8fOBfa4fjfo9RYUj3R3ZCIiXkVJRR4+qQ//ai3fbTiKKaswrm9TbmzlmwWyjsanMv33Q9ashFn6yVEhPJi+l1RlQIsqvrO/ZOciu7No0nHwD4bO4+Cyu9QITETEhe/fXrjbzvk9Qt688VIiQjfyxar9jIzZwOq9pxhybR1qli2OtzuemMrCzcf5fuMRftoZyx+rGwQH+NGlSUXrSOiVdcp6R9XL3MhMh0VjYMVb9rhcQ7v2RAU1lBMRcbUiP1ORw7wME+dv4+3Fu6yxeY/tGV3Z6qhZr4J3fXo3sxDzNx9lweZjVnnyc5mKlyaR6Nasku+1g4/dCdPutDdlGi0H2TMUgaHujkxExKtp+SOfft9/ird+2Pmn0tNdm1S0kgtP7XLqcGTz+4FTzN98jAWbjlnt3s8VHVXKqnhp+nDU8IHZl78x/4TXfg7fPQIZSRBa2t470bCHuyMTEfEJLksq1q1bxyOPPMLy5cutC3ft2pWJEycSGRnpE0nFuYWyTHIxd9PRs8+ZfhZDO9R1+/FTU0di8+EEft0bx5p9p6xfY8+kn/16oH8x2tQuy3WNKliPCuFefHrjYlLjYfZw2DjNHtdoa5/uiKji7shERHyGy5KKNm3a0KNHD+tx4MABhg4dSsOGDZkzZ47TgvIk248lWsnF7PWHz+5HaFu3LJ0bV6RZ1QgaVAx3+SmJhNQMaxlj9d44a7+H6bmRU90yR8mQANrXL0+nxhW4ul65otHb5MAqmDbILrldzN+uO2HqT/j5uzsyERGf4rKkYv/+/VSr9r/TEZ9//jm33noriYmJhIWF+VxScW4lzneW7LJOT5imWjnMUdQGlUrStEqElWQ0q1qKuuVLEOCft0QjJT2Lg6eSOWAecSkciLN/vzc2me3HE60Z/nOZUtktq5emRY3StKxexpo98fojoLnlyIJlr8CS8ZCdBaWqQ//JEHWZuyMTEfFJhbanIiYmhv79+5OUlOTTSUUO82b/9eoD1mzBhkPxf6rxkCMk0M+awTCzB37FilmbPq1f/f78e7Lt6p7741KIPWNXsLyQamXCaPlHAmE2W9YuV8J7Wos7U/whiLkH9i23x00HQveXIcQz97uIiPiCQkkqzB81yyAnT55k5co/uj2eIy0tzXqcG1RUVJRXJxV//fsfPJXCuoOn2XAw3iooZfZiJKZl5ut6JYMDqFomjKjSoUT98Wu1yDCaVI6gvC/vi8itLbNh5hBIOQVBJaDbRIj+l2pPiIh4e52KjIwM7r//fhYvXszSpUvP+z3jx49nzJgx+CrTB8N68y8TRo9mlc+exNhzMoltRxOtwloOB2RlZ1sJSJYDHNnZ9sORbSYqKF8yhKgyodZMhFnS8NreGq6UkQLznoDVU+xx5Uvs5Y7I2u6OTERECjpTcfDgQW644Qb27NnDt99+S6tWrc77fb4+UyGF4NgmuxHYiS32+Mph0P5JCAhyd2QiIkVGgqtmKrZv30779u1p1qyZdby0XLlyF/ze4OBg6yGSZybX/fVDmDcKstKgRAXo+y7UvtbdkYmIiLOSiptuuomrr76azz77DD+/InLaQApX0kl778S27+xx3U7QZxIUL3pdZEVEfDap2LFjB2vWrOHxxx9n9+7df/qambEwUyMiBbL7R5h+LyQeAf8guO5ZaD1YmzFFRHwtqThy5Ij168CBA//2tTfffJMhQ4Y4LzIpWrIyYPE4WP6aWfuAsvXszZiVmrk7MhERcUVS0a5dO+sUg4hTxe2GaXfBoTX2+NL/gy7jIcgH+5SIiPiwIt/6XNxs/dcwewSkJ9oFrHq+AY37uDsqERHJByUV4h5piTDnYVj/pT2u1gb6vQ+lotwdmYiI5JOSCil8ZpnD1J44tQeK+cHVj0Hbh8Ff/xxFRLyZfopL4THlRX9+HX54DhyZEBEF/T6A6le4OzIREXECJRVSOBKO2EdF9/xojxv1hp6vQ2hpd0cmIiJOoqRCXG/bXJhxPySfhMAw6PICXHqbak+IiPgYJRXiOhmpsGA0rHrPHldsCv2nQLl67o5MRERcQEmFuMbxrTBtEBzbaI8vfwA6Pg0B6gUjIuKrlFSIc5niaGs+grlPQGYKhJW1G4HVvc7dkYmIiIspqRDnSY6DmUNh62x7bDqK9nkXSlZwd2QiIlIIlFSIc+xdDjH3QMIh8Au0lzrMkoc62YqIFBlKKqRgsjLhxxdh2UTIdkCZ2jBgMlS+xN2RiYhIIVNSIfl3ah/E3A0HfrHHzW+Bri9CcAl3RyYiIm6gpELyZ+M0mDUc0uIhOBx6vApNB7g7KhERcSMlFZI36Unw/aPw+2f2uGor6P8BlK7h7shERMTNlFRI7h1ea9eeOLkTKAbtHoarH1cjMBERsejdQHLXCGzlO7DwGXBkQHgVu015javcHZmIiHgQJRXyz84ch2/vg50L7XGDHtDrTQgr4+7IRETEwyipkAszicT0wZB0AgJCoMt4aHGHGoGJiMh5KamQv8tMg0XPwoq37HH5xnbtifIN3R2ZiIh4MCUV8mexO2DqnXB0vT1udQ9c9ywEhro7MhER8XBKKuR/jcDW/he+ewQykiG0DPR+Gxp0c3dkIiLiJZRUCKSchtkPwqbp9rhmO+j7HoRXdndkIiLiRZRUFHX7f4Fpd0H8fvALgPZPwJUPgp+/uyMTEREvo6SiqHJkwdKJdjOw7Cy7Imb/KVC1hbsjExERL6Wkoig6fcBuU77/Z3vc7AboNhFCwt0dmYiIeDElFUXN5hkwcyikxkNQCej+MkT/y91RiYiID1BSUVSkJ8Pcx+G3/9jjypdC/w8hsra7IxMRER+hpKIoOLoBpg6C2G32+Mph0P5JCAhyd2QiIuJDlFT4eu2JX96DBU9BVjqUqGAfFa3d3t2RiYiID1JS4auSYuHb+2HHPHtctzP0eQeKl3V3ZCIi4qOUVPiiXYth+r1w5hj4B0OnsXa5bTUCExERF1JS4Usy02Hxc/DTG2btA8rWhwFToGITd0cmIiJFgJIKX3FyF0wbBId/t8emRXnn5yEozN2RiYhIEaGkwhes+xLmPATpZyCkFPR6Exr1cndUIiJSxCip8GapCXYyseFre1z9Suj3PkRUdXdkIiJSBCmp8FYHV9vLHaf2QjF/uGYktB2hRmAiIuI2Siq8sRHYT6/B4ufBkQkR1ezKmNVauzsyEREp4pRUeJOEw3YjsL3L7HHjftDjVQgt5e7IRERElFR4ja3fwYwHICUOAotDtwnQ/GbVnhAREY+hpMLTZaTA/Kfg1w/scaVo6D8FytZxd2QiIiJ/oqTCkx3fYjcCO77JHl8xBDqMhoBgd0cmIiLyN0oqPLUR2OopMO8JyEyF4uWgz7tQt6O7IxMREbkgJRWeJjkOZg6FrbPtce0O0PddKFHe3ZGJiIj8IyUVnmTPMvt0R+Jh8AuE68ZA6/vAz8/dkYmIiFyUkgpPkJUBS16AZS/bjcAi60D/yVC5ubsjExERyTUlFe52ah9MuwsOrrLHl9wCXV6E4BLujkxERCRP8jWvvmHDBlq0aMHy5cvz88clx4ap8O5VdkIRHAEDPoLebyuhEBER35+p+O2333jxxReZNWsWKSkprovK16Wdge8fg7Wf2eOo1tDvAyhd3d2RiYiIFM5MRUxMDEFBQcye/cfJBMm7w7/De+3shKKYH7R7FG7/TgmFiIgUrZmKsWPHUqxYMfbu3eu6iHyVwwEr3oJFz4IjA8Kr2LMTNa50d2QiIiKFn1SYhCIv0tLSrEeOhIQEiqTEY/DtYNj1gz1u2BN6vgFhZdwdmYiIiNO4tADC+PHjiYiIOPuIioqiyNk+Hya1sROKgFDo8Rpc/6kSChER8TkuTSpGjhxJfHz82ceBAwcoMjLTYO5I+HwgJMdChSZwzxJoeYc6i4qIiE9yaZ2K4OBg61HknNgO0+6EoxvscevB0HEMBIa4OzIRERGXUfErZzcC++0TmPs4ZCRDWCT0mQT1Ors7MhEREZdTUuEsKadg1jDYPMMe17oG+r4HJSu6OzIREZFCoaTCGfatgJi7If4A+AVAh9FwxVA1AhMRkSIlX0lFjRo1yDZT/UVdViYsmwg/vgjZDihdEwZMhiot3B2ZiIhIodNMRX6dPmDPTuxfYY+jb4RuL0FwSXdHJiIi4hZKKvJj07cw69+QGg9BJaHHq9BsoLujEhERcSslFXmRnmSf7DAnPAyzzNF/MpSp6e7IRERE3E5JRW4dWQ/TBkHsdlOwHK4aDu2fAP9Ad0cmIiLiEZRUXIzZkPrLu7BgNGSlQ8lK9lHRWle7OzIRERGPoqTin5w5ATPuhx3z7XH9btDrLSge6e7IREREPI6SigsxDcCmD4Yzx8A/GDqPg8vuUt8OERGRC1BS8VeZ6fDDWPj5DXtcrqFde6JCY3dHJiIi4tGUVJzr5C57M+bh3+1xy0H2DEVgqLsjExER8XhKKnI2Y677AuY8DBlJEFra3jvRsIe7IxMREfEaSipMAavZI2DjVHtc/Sro9z5EVHF3ZCIiIl6laCcVB361lztO74Ni/tB+JFw1Avz83R2ZiIiI1ymaSYUjC5a/Coufh+wsKFXNrowZ1crdkYmIiHitopdUJByGmHtg7zJ73GQA9HgFQiLcHZmIiIhXK1pJxdY5MOMBSDkFgcWh+0S7u6hqT4iIiBRY0UgqMlJg/pPw64f2uFJze7mjbB13RyYiIuIzfD+pOLbZ3ox5fLM9bjMUrh0NAUHujkxERMSnBPh07QkzM2FmKDJToXh56Psu1Ong7shERER8km8mFclxMGMIbJtjj+t2gt7vQIly7o5MRETEZ/leUrFnqX26I/EI+AfBdc9C68HajCkiIuJivpNUZGXAkvGw7BWz9gGRdWHAFKjUzN2RiYiIFAm+kVTE7YFpd8Gh1fb40tugywsQVNzdkYmIiBQZvpFUzHvCTiiCI6DX69C4r7sjEhERKXJ8I6noNtE+7dFtgl1yW0RERAqdbyQVpqPoTV+6OwoREZEizc/dAYiIiIhvUFIhIiIiTqGkQkRERJxCSYWIiIg4hZIKERERcQolFSIiIuIUSipERETEKZRUiIiIiFMoqRARERGnUFIhIiIiTqGkQkRERJxCSYWIiIg4hZIKERER8b4updmmPTmQkJBQmLcVERGRAsh53855H/eIpCIxMdH6NSoqqjBvKyIiIk56H4+IiLjg14tlXyztcCKHw8Hhw4cpWbIkxYoVoyhmeiahOnDgAOHh4e4OxyvpNXQOvY7OodfROfQ6ev7raFIFk1BUrlwZPz8/z5ipMIFUrVqVos78x9b/OAWj19A59Do6h15H59Dr6Nmv4z/NUOTQRk0RERFxCiUVIiIi4hRKKgpRcHAwTz/9tPWr5I9eQ+fQ6+gceh2dQ6+j77yOhbpRU0RERHyXZipERETEKZRUiIiIiFMoqRARERGnUFIhIiIiTqGkohBt2LCBFi1asHz5cneH4pXWrVtHp06dCAsLo2LFitxxxx2cPHnS3WF5na+++oro6GjrdaxWrRrPPffcRev5yz/79NNPrSrBn332mbtD8TofffSR9dqd+xgyZIi7w/JKJ06c4PbbbycyMpLQ0FD69OlT6DEUakXNouq3337jxRdfZNasWaSkpLg7HK9133330aNHDyZOnGiVoR06dCi33XYbc+bMcXdoXmXr1q2MHDmSRo0asWLFCh544AHKli3L4MGD3R2aV0pNTeWpp55ydxhey3wwaN269Z8SslKlSrk1Jm+UmJhIu3btrA8K06dPt6pfbt++vdDjUFJRCGJiYggKCmL27Nl06NDB3eF4rS+//NL6H8Zo1qwZ8fHx3HrrrSQnJ1ufuiV3zDn2HOZ1nDlzJvPnz1dSkU9jx47lsssuY9++fe4OxSvFxcVRpUoV6tSp4+5QvNoLL7xgzTiaD6/m/cYwM5KFTUlFIf3QMVN6e/fudXcoXi0nocgREhJiNamTgjGvoZkulbxbv34977zzjvXr1KlT3R2O1yYVZqZMCubjjz9m1KhRZxMKd9GeikJQFDuyuprJyCdPnmxNm2qWIn+SkpKs13DlypXWUpLkfdnj5ptvtn6Qm86Qkv/lD/Pv0HSvNjNnEyZMICMjw91heZX9+/ef7QB+zTXXWB8S2rZty+rVqws9Fs1UiNcxP3Duv/9+Fi9ezNKlS90djlcyszxpaWnWD6FJkyZZP8wlb4YPH2798B4xYoS7Q/FqY8aMsRIz8+9x0aJFjB49muPHj1t7pyR3jhw5Yv1qXrMnn3zS6gb+/PPP07lzZ3bs2EGZMmUoLEoqxKscPHiQG264gT179rBkyRJatmzp7pC80tq1a609KeaTzLBhw9i0aZP1Q0hy58MPP7T2SpnX0c9PE74FYTYM5zAzj1lZWdbG9pdeekmzvLmUmZlp/frQQw8xcOBA6/effPIJ5cuXt/bymQ3thUX/N4jXMDuZzQ+d8PBw63hpq1at3B2S12rQoIH1WpqTH+aHt5ly1smk3Bs3bpw1bV+zZk1r1sc8jDvvvJP69eu7Ozyvdumll1pLczounnsmeTDO3exaunRp6/ljx45RmDRTIV7jpptu4uqrr7aOnunTofMEBARYe1TMJ0TJnYULF/5t3b9hw4ZWstGvXz+3xeULVq1aZb0hFuaUvberXbu2lUCY/VFt2rSxnouNjbWWkerVq1eosSipEK9g1gXXrFnD448/zu7du//0tXLlyllnsuXiEhISrMJCt9xyC5UqVbJmfB599FFuvPFGSpQo4e7wvOqH+PmY1/RCX5PzM5uEu3fvbr12Jlkzs2Zmn4U+OOSeea3M3h5z0rBy5crUqlXL2lthEopu3bpRmJRUiFdtRMpZLzzXm2++qQp8uWSm6c0nbLPGavZUVK9e3fqhbtZiRdzBLHWYUzTmNI15E3z//fet+jOSN+bDganZY/ZImQ8P7du3t/ZTBAYGUpiKZas+r4iIiDiB5pdERETEKZRUiIiIiFMoqRARERGnUFIhIiIiTqGkQkRERJxCSYWIiIg4hZIKERERcQolFSIiIuIUSipERETEKZRUiIiIiFMoqRARERGnUFIhIiIiTqGkQkRERHCG/wd4iVYu95xqDQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(0.5,6,51)\n",
    "# print(x)\n",
    "y1 = x + (1/x)\n",
    "# print(y1)\n",
    "y2 = x\n",
    "\n",
    "# 绘制模型估计值\n",
    "plt.plot(x,y1)\n",
    "# 绘制模型实际值\n",
    "plt.plot(x,y2)\n",
    "\n",
    "# 图形设置\n",
    "plt.legend([\"预估\",\"实际\"])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "env",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
